From C3 to HOTS: Does Academic Achievement Relate to Pre-Service Mathematics Teachers’ Decision-Making Outcomes in Geometry Task Development?
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Keywords

preservice teacher achievement
HOTS problem construction
decision-making

How to Cite

Suwarno, S., & Aini, A. N. (2025). From C3 to HOTS: Does Academic Achievement Relate to Pre-Service Mathematics Teachers’ Decision-Making Outcomes in Geometry Task Development?. Jurnal Tadris Matematika, 8(2), 203–212. https://doi.org/10.21274/jtm.2025.8.2.203-212

Abstract

The ability to develop Higher Order Thinking Skills (HOTS) questions is an important competency that pre-service mathematics teachers must master. However, it is not yet known whether academic achievement reflected in the Grade Point Average (GPA) is related to this ability. This study aims to analyze the relationship between students’ GPA levels and their success in transforming C3-level geometry question into HOTS Problem at levels C4 (analyzing), C5 (evaluating), and C6 (creating) based on the Revised Bloom’s Taxonomy. This study used a quantitative approach with a correlational design involving 70 students who had taken courses related to mathematics evaluation and learning. GPA data were categorized into three levels (low, moderate, high) based on normative references using the mean and standard deviation, while success in developing HOTS questions was categorized nominally (success/unsuccessful). Data analysis used the chi-square test with the Monte Carlo method. The results showed that there was no significant relationship between GPA categories and success in developing HOTS questions at all cognitive levels (C4: p = 0.647; C5: p = 1.000; C6: p = 1.000).

https://doi.org/10.21274/jtm.2025.8.2.203-212
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References

Aini, A. N., & Masrurotullaily. (2024). Measuring preservice mathematics teachers’ Technological Pedagogical and Content Knowlede in the post-pandemic era. Jurnal Pendidikan Matematika, 18(2), 231–244. https://doi.org/10.22342/jpm.v18i2.pp231-244

Aini, A. N., Mukhlis, M., Annizar, A. M., Jakaria, M. H. D., & Septiadi, D. D. (2020). Creative thinking level of visual-spatial students on geometry HOTS problems. Journal of Physics: Conference Series, 1465(1), 12054. https://doi.org/10.1088/1742-6596/1465/1/012054

Ali, A., Arif, W. P., Ichsan, I. Z., Sigit, D. V., Darussyamsu, R., Dasmo, D., Nurfadhilah, N., & Fachrial, N. F. H. (2021). Kemampuan dosen dalam membuat soal HOTS pada pembelajaran abad 21. JEP (Jurnal Eksakta Pendidikan), 5(2), 211–218. https://doi.org/10.24036/jep/vol5-iss2/590

Anderson, L. W., & Krathwohl, D. R. (2001). A Taxonomy for learning, teaching, and assessing: A revision of Bloom’s taxonomy of educational objectives (L. W. Anderson, D. R. Krathwohl, Peter W. Airasian, K. A. Cruikshank, R. E. Mayer, P. R. Pintrich, J. Raths, & M. C. Wittrock (eds.)). Addison Wesley Longman, Inc.

Andreansyah, M., & Aini, A. N. (2023). Development male students’ skills in solving HOTS problem in terms of self confidence. JDIME : Journal of Development and Innovation in Mathematics Education, 1(1), 34–41. https://doi.org/10.32939/jdime.v1i1.2356

Apino, E., & Retnawati, H. (2017). Developing instructional design to improve mathematical Higher Order Thinking Skills of students. Journal of Physics: Conference Series, 812(1). https://doi.org/10.1088/1742-6596/812/1/012100

Aulianata, Y., Muchtadi, & Sandie. (2024). Analisis pengambilan keputusan dalam memecahkan masalah matematis ditinjau dari gaya kognitif siswa kelas VII SMP Negeri 24 Pontianak. Pendas: Jurnal Ilmiah Pendidikan Dasar, 09(04), 255–266. https://journal.unpas.ac.id/index.php/pendas/article/view/19880

Brookhart, S. M. (2010). How to Assess Higher-Order Thinking Skills in your classroom. https://eric.ed.gov/?id=ED512044

Izzati, N., & Febrian, F. (2021). Kemampuan mahasiswa calon guru dalam mengembangkan instrumen tes hasil belajar kategori Higher Order Thinking Skill. Jurnal Gantang, 6(1), 75–82. https://doi.org/10.31629/jg.v6i1.2672

Kusaeri, & Aditomo, A. (2019). Pedagogical beliefs about critical thinking among Indonesian mathematics pre-service teachers. International Journal of Instruction, 12(1), 573–590. https://www.e-iji.net/dosyalar/iji_2019_1_37.pdf

Listiani, W., & Sulistyorini, Y. (2021). Kompetensi pedagogik mahasiswa program studi pendidikan matematika dalam menyusun tes matematika HOTS. Laplace : Jurnal Pendidikan Matematika, 4(1), 99–106. https://doi.org/10.31537/laplace.v4i1.467

Maulana, A. K., & Rochintaniawati, D. (2021). Analisis keterampilan pengambilan keputusan siswa kelas XI SMAN 1 Cihaurbeuti. In ISEJ: Indonesian Science Education Journal (Vol. 2, Issue 2). https://siducat.org/index.php/isej/article/view/265

Murtafiah, W., Lestari, N. D. S., Yahya, F. H., Apriandi, D., & Suprapto, E. (2023). How do students’ decision-making ability in solving open-ended problems? Infinity Journal, 12(1), 133–150. https://doi.org/10.22460/infinity.v12i1.p133-150

Murtafiah, W., Sa’dija, C., Chandra, T. D., Susiswo, & Zayyadi, M. (2020). Novice and experienced mathematics teachers’ decision making process in designing math problem. Journal of Physics: Conference Series, 1464(1), 12030. https://doi.org/10.1088/1742-6596/1464/1/012030

Putri, I. S., & Aini, A. N. (2023). Analisis kemampuan berpikir kritis siswa dalam menyelesaikan soal HOTS ditinjau dari keaktifan pada pembelajaran cool-critical-creative-meaningful. Math Educa Journal, 7(1), 1–10. https://doi.org/10.15548/mej.v7i1.5855

Retnawati, H., Djidu, H., Apino, E., & Anazifa, R. D. (2018). Teachers’ knowledge about Higher-Order Thinking Skills and its learning strategy. Problems of Education in the 21st Century, 76(2), 215–230. https://doi.org/10.33225/pec/18.76.215

Sa'dijah, C., Murtafiah, W., Anwar, L., Nurhakiki, R., & Cahyowati, E. T. D. (2021). Teaching Higher-Order Thinking Skills in mathematics classrooms: Gender differences. Journal on Mathematics Education, 12(1), 159–179. https://doi.org/10.22342/jme.12.1.13087.159-180

Setyaningrum, D. R., & Widiyastuti, E. (2020). Profil kemampuan pengambilan keputusan dalam pemecahan masalah matematika siswa SMK ditinjau dari gaya berpikir. Prosiding Seminar Nasional Matematika Dan Pendidikan Matematika. https://seminarmat.ump.ac.id/index.php/semadik/article/view/320/47

Suwarno, S., Nusantara, T., Susiswo, S., & Irawati, S. (2022). The decision making strategy of prospective mathematics teachers in improving LOTS to be HOTS problem. International Journal of Nonlinear Analysis and Applications, 13, 2008–6822. https://doi.org/10.22075/ijnaa.2022.5776

Widana, I. W. (2017). Modul penyusunan soal Higher Order Thinking Skills. Direktorat Pembinaan SMA, Direktorat Jenderal Pendidikan Dasar dan Menengah.

Yurtseven, R., Üyesi, Ö., Baysal, E. A., Ocak, G., & Baysal, E. A. (2014). Analysis of the relationship between decision making skills and problem solving skills of primary school students. International Online Journal of Education and Teaching (IOJET), 8(3), 2117–2130. https://iojet.org/index.php/IOJET/article/view/1441

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